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Introduction to Machine Learning.
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Pierre-Edouard Portier 3c83c256b5 progress on nystroem approximation implementation ; there is still a problem: for a small sample size the result of krr should be the same as the one of nystroem approx krr where the number of landmarks is equal to the number of training points. For now, it isn't.
2023-03-13 13:01:40 +01:00
ca_experiment add the generated pdf as an ignored file. 2022-09-20 21:09:54 +02:00
data add data folder with housing dataset 2022-04-16 12:20:28 +02:00
images illustrations pour certaines diapositives 2022-04-16 12:10:40 +02:00
_bookdown.yml ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
_output.yml mise en forme de livre bookdown 2022-04-16 12:07:05 +02:00
.gitignore new files (pdfs) and folders (due to the bookdown structure) to ignore 2022-04-16 12:21:49 +02:00
01_intro_code.R ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
01_intro.Rmd minor 2023-03-13 12:56:03 +01:00
02_a_application_abalone.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
02_b_breviaire_proba_stat.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
02_moindres_carres_code.R ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
02_moindres_carres_slides.Rmd correction erreur sur un slide (dérivée en fn de beta) 2022-03-14 13:29:43 +01:00
02_moindres_carres.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
03_tikhonov_code.R ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
03_tikhonov_slides.Rmd some slides done 2022-03-06 22:57:04 +01:00
03_tikhonov.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
04_validation_croisee_code.R ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
04_validation_croisee_slides.Rmd some slides done 2022-03-06 22:57:04 +01:00
04_validation_croisee.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
05_b_svd_pca_code.R ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
05_b_svd_pca_slides.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
05_b_svd_pca.Rmd utilisation des termes 'axe factoriel' et 'facteur' 2023-01-07 14:58:36 +01:00
05_c_svd_ca_code.R factorisation de ca en fonctions réutilisables 2023-01-08 16:54:44 +01:00
05_c_svd_ca.R code for rounding a list of numbers while preserving the sum 2022-12-30 15:45:04 +01:00
05_c_svd_ca.Rmd managing clusters of individuals in mca 2023-01-15 17:38:45 +01:00
05_d_svd_mca_code.R minor rev 2023-01-22 21:24:45 +01:00
05_d_svd_mca.R creation of multiple correspondence analysis chapter 2023-01-02 21:50:15 +01:00
05_d_svd_mca.Rmd minor rev 2023-01-22 21:24:45 +01:00
05_presentation_svd_code.R ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
05_presentation_svd_slides.Rmd petites modifications 2022-03-14 13:31:39 +01:00
05_presentation_svd.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
06_matrice_definie_non_negative.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
07_multiplicateurs_de_lagrange.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
08_derivation_svd.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
09_puissance_iteree_valeur_propre.Rmd 202206141826 2022-06-14 18:27:01 +02:00
10_puissance_iteree_svd.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
11_projecteurs_slides.Rmd some slides done 2022-03-06 22:57:04 +01:00
11_projecteurs.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
12_factorisation_qr_code.R ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
12_factorisation_qr.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
13_puissance_iteree_par_blocs.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
14_geometrie_ridge_svd_code.R ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
14_geometrie_ridge_svd_slides.Rmd some slides done 2022-03-06 22:57:04 +01:00
14_geometrie_ridge_svd.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
15_loocv_code.R ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
15_loocv_slides.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
15_loocv.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
16_biais_variance_estimateur_slides.Rmd ajout de diapositives sur le biais et la variance d'un estimateur 2022-04-16 11:55:59 +02:00
16_biais_variance_estimateur.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
17_biais_variance_ridge.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
18_kernel_ridge_regression_code.R ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
18_kernel_ridge_regression_slides.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
18_kernel_ridge_regression.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
19_b_nystroem_approximation_housing_experiment_code.R progress on nystroem approximation implementation ; there is still a problem: for a small sample size the result of krr should be the same as the one of nystroem approx krr where the number of landmarks is equal to the number of training points. For now, it isn't. 2023-03-13 13:01:40 +01:00
19_nystroem_approximation_code.R progress on nystroem approximation implementation ; there is still a problem: for a small sample size the result of krr should be the same as the one of nystroem approx krr where the number of landmarks is equal to the number of training points. For now, it isn't. 2023-03-13 13:01:40 +01:00
19_nystroem_approximation_slides.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
19_nystroem_approximation.Rmd more complete explanation of how to apply nystroem approx to ridge reg 2023-02-20 09:40:13 +01:00
20_tp_dilemme_biais_variance_sujet.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
20_tp_dilemme_biais_variance.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
21_b_tp_projection_aleatoire_housing_pca.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
21_c_tp_projection_aleatoire_housing_elm.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
21_tp_projection_aleatoire_sujet.Rmd ajout d'un TP pour expérimenter sur la projection aléatoire et l'analyse factorielle apr PCA sur le jeu de données California Housing 2022-04-16 12:01:04 +02:00
21_tp_projection_aleatoire.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
22_tp_kernel_ridge_regression_sujet.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
22_tp_kernel_ridge_regression.Rmd ajout suffixe _code aux fichier R ; restructuration des chapitres 2023-01-02 21:45:54 +01:00
23_exercices.R 202206141826 2022-06-14 18:27:01 +02:00
99_references.Rmd ajout d'un fichier pour gérer les références 2022-04-16 12:02:26 +02:00
index.Rmd minor 2023-03-13 12:56:03 +01:00
intro_to_ml.bib Chapter on SVD for correspondence analysis nearly done 2022-12-30 15:47:58 +01:00
intro_to_ml.Rproj ... 2022-09-20 21:05:13 +02:00
LICENSE Initial commit 2021-10-16 20:31:09 +00:00
make_all_chapters some scripts to make the book, the slides, some archives... 2022-04-16 12:17:54 +02:00
make_book mise en forme de livre bookdown 2022-04-16 12:07:05 +02:00
make_book_old some scripts to make the book, the slides, some archives... 2022-04-16 12:17:54 +02:00
make_chapter 202206141826 2022-06-14 18:27:01 +02:00
make_slides some scripts to make the book, the slides, some archives... 2022-04-16 12:17:54 +02:00
make_slides_archive some scripts to make the book, the slides, some archives... 2022-04-16 12:17:54 +02:00
make_src_archive some scripts to make the book, the slides, some archives... 2022-04-16 12:17:54 +02:00
make.R to work with beamer, call to render w/o pdf_document() 2022-03-06 22:52:40 +01:00
Makefile To compile Rmd files to PDF with a Makefile 2022-02-19 19:04:58 +01:00
pad.R minor 2023-03-13 12:56:03 +01:00
preamble.tex modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
README.md Initial commit 2021-10-16 20:31:09 +00:00

README.md

intro_to_ml

Introduction to Machine Learning.